A twisted sequential Monte Carlo decoder with surface automata improves exact constraint satisfaction in structured text generation over standard decoding baselines across three benchmarks.
Improving constrained language generation via self-distilled twisted sequential monte carlo.arXiv preprint arXiv:2507.02315,
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LatticeBridge: Rare-Event Sequential Inference for Faithful Structured Sequence Synthesis
A twisted sequential Monte Carlo decoder with surface automata improves exact constraint satisfaction in structured text generation over standard decoding baselines across three benchmarks.